{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.1.2dev'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nlpaug\n",
    "nlpaug.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nlpaug.augmenter.audio as naa\n",
    "\n",
    "from nlpaug.util.audio.visualizer import AudioVisualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import librosa.display as librosa_display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "file_path = 'Yamaha-V50-Rock-Beat-120bpm.wav'\n",
    "file_path = '../test/res/audio/' + file_path\n",
    "data, sr = librosa.load(file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crop Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.CropAug(sampling_rate=sr)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(augmented_data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loudness Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.LoudnessAug()\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(augmented_data, sr=sr, alpha=0.25)\n",
    "librosa_display.waveplot(data, sr=sr, color='r', alpha=0.5)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mask Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.MaskAug(sampling_rate=sr, mask_with_noise=False)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.NoiseAug()\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pitch Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.PitchAug(sampling_rate=sr, factor=(2,3))\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Shift Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.ShiftAug(sampling_rate=sr)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speed Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.SpeedAug()\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VTLP Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/edward/anaconda3/envs/nlpaug_dev/lib/python3.8/site-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order)\n",
      "/home/edward/anaconda3/envs/nlpaug_dev/lib/python3.8/site-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.VtlpAug(sampling_rate=sr)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "AudioVisualizer.freq_power('VTLP Augmenter', data, sr, augmented_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalize Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.NormalizeAug(method='minmax')\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Polarity Inversion Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.PolarityInverseAug()\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nlpaug_dev",
   "language": "python",
   "name": "nlpaug_dev"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
